Stable Diffusion
Contents
Stable Diffusion#
Note
Install ekorpkit package first.
Set logging level to Warning, if you don’t want to see verbose logging.
If you run this notebook in Colab, set Hardware accelerator to GPU.
!pip install ekorpkit[art] exit()
Prepare Environment#
%config InlineBackend.figure_format='retina'
%load_ext autotime
from ekorpkit import eKonf
eKonf.setLogger("INFO")
eKonf.set_cuda(device=0)
print("version:", eKonf.__version__)
is_colab = eKonf.is_colab()
print("is colab?", is_colab)
if is_colab:
eKonf.mount_google_drive()
project_dir = eKonf.set_workspace(workspace="/content/drive/MyDrive/workspace/", project="ekorpkit-book")
print("project_dir:", project_dir)
INFO:ekorpkit.base:Setting cuda device to ['A100-SXM4-40GB (id:0)']
INFO:ekorpkit.utils.notebook:Google Colab not detected.
INFO:ekorpkit.base:Setting EKORPKIT_WORKSPACE_ROOT to /content/drive/MyDrive/workspace/
INFO:ekorpkit.base:Setting EKORPKIT_PROJECT to ekorpkit-book
INFO:ekorpkit.base:Loaded .env from /workspace/projects/ekorpkit-book/config/.env
version: 0.1.40.post0.dev7
is colab? False
project_dir: /content/drive/MyDrive/workspace/projects/ekorpkit-book
time: 2.12 s (started: 2022-11-08 10:01:30 +00:00)
Create a stable diffusion instance#
from ekorpkit.models.art.stable import StableDiffusion
sd = StableDiffusion()
INFO:absl:Unable to initialize backend 'tpu_driver': NOT_FOUND: Unable to find driver in registry given worker:
INFO:absl:Unable to initialize backend 'rocm': NOT_FOUND: Could not find registered platform with name: "rocm". Available platform names are: Interpreter CUDA Host
INFO:absl:Unable to initialize backend 'tpu': module 'jaxlib.xla_extension' has no attribute 'get_tpu_client'
INFO:ekorpkit.batch:Batch name: stable-batch, Batch num: 0
INFO:ekorpkit.batch:Batch name: stable-batch, Batch num: 0
INFO:ekorpkit.models.art.base:No modules to load
INFO:ekorpkit.base:Loaded .env from /workspace/projects/ekorpkit-book/config/.env
time: 4.9 s (started: 2022-11-08 10:01:32 +00:00)
Generate images#
eKonf.setLogger("INFO")
sd.verbose = True
text_prompts = "a living tiger inside a gorgeous cave in a futuristic Jeju island, relaxing night, watercolour on the ceiling, glowing on glass, light art, dark, dark, gorgeous, dark, bright in an abandoned village in a futuristic alien nightscape"
batch_name = "cave-jeju"
sd.config.collage.ncols = 2
results = sd.imagine(
text_prompts,
batch_name=batch_name,
num_samples=4,
guidance_scale=9,
width=800,
height=400,
num_inference_steps=150,
)
Prompt: a living tiger inside a gorgeous cave in a futuristic Jeju island, relaxing night, watercolour on the ceiling, glowing on glass, light art, dark, dark, gorgeous, dark, bright in an abandoned village in a futuristic alien nightscape
time: 1min 24s (started: 2022-11-08 09:22:55 +00:00)
Inpaint images#
base_url = "https://github.com/entelecheia/ekorpkit-book/raw/main/assets/figs"
init_image_path = f"{base_url}/chu-horse.png"
mask_image_path = f"{base_url}/chu-horse-masking-rough.png"
mask_image_exact_path = f"{base_url}/chu-horse-masking-exact.png"
init_image = eKonf.load_image(init_image_path)
mask_image = eKonf.load_image(mask_image_path)
mask_image_exact = eKonf.load_image(mask_image_exact_path)
sd.collage([mask_image, init_image, mask_image_exact])
time: 4.98 s (started: 2022-11-08 09:41:15 +00:00)
prompt = "a golden statue of an eagle with clouds, colorful painting by Tanya Hern, mural on the roof, digital art, artwork, beautiful, colorful, visual art on landscape, surrealism, watercolor, vivid by stunning"
batch_name = "inpaint-halla"
results = sd.imagine(
prompt,
batch_name=batch_name,
mode="inpaint",
init_image=init_image_path,
mask_image=mask_image_path,
num_samples=3,
num_images_per_prompt=1,
inpaint_strength=10,
num_inference_steps=100,
)
Prompt: a golden statue of an eagle with clouds, colorful painting by Tanya Hern, mural on the roof, digital art, artwork, beautiful, colorful, visual art on landscape, surrealism, watercolor, vivid by stunning
time: 39.4 s (started: 2022-11-08 09:43:39 +00:00)
Stitch images#
text_prompts = "a living tiger inside a gorgeous cave in a futuristic Jeju island, relaxing night, watercolour on the ceiling, glowing on glass, light art, dark, dark, gorgeous, dark, bright in an abandoned village in a futuristic alien nightscape"
batch_name = "cave-stitch"
results = sd.imagine(
text_prompts,
mode="stitch",
batch_name=batch_name,
num_samples=6,
num_images_per_prompt=2,
guidance_scale=7,
inpaint_strength=10,
)
INFO:ekorpkit.models.art.stable: >> elapsed time to imagine: 0:03:12.111930
time: 3min 14s (started: 2022-11-08 10:01:39 +00:00)
To view the panorama, upload the image to renderstuff.
Collage Images#
sd.collage(batch_name="lecture", batch_num=9, ncols=2, collage_width=800)
Prompt: examining documents and detailed white background, elegant detailed digital painting, concept art, matte, sharp focus, 4k ultra hd, illustration, magical, unreal engine, octane render, cinematic lighting, wide angle establishing shot, extremely high detail
time: 1.99 s (started: 2022-11-08 09:54:01 +00:00)
Show Configuration#
sd.show_config(batch_name="lecture", batch_num=12)
INFO:ekorpkit.batch:Using existing path: /content/drive/MyDrive/workspace/projects/ekorpkit-book/disco-imagen
INFO:ekorpkit.batch:Merging config with args: {}
INFO:ekorpkit.batch:Batch name: lecture, Batch num: 12
{'_target_': 'ekorpkit.models.art.stable.StableDiffusion',
'autoload': True,
'batch': {'batch_name': 'lecture',
'batch_num': 12,
'batch_run_pairs': None,
'batch_run_params': None,
'clear_output': True,
'display_collage': True,
'max_display_image_width': 1000,
'num_images_per_prompt': 1,
'num_samples': 1,
'random_seed': True,
'resume_latest': False,
'resume_run': False,
'run_to_resume': 'latest',
'save_collage': True,
'seed': 2175210533,
'set_seed': 'random_seed'},
'collage': {'bg_color': 'black',
'clear_output': True,
'collage_width': 1200,
'cols': -1,
'crop_to_min_size': False,
'fontsize': 12,
'max_images': 6,
'ncols': 3,
'padding': 5,
'show_filename': False,
'show_prompt': True},
'device': 'cuda:7',
'hf_user_access_token': None,
'imagine': {'clear_output': True,
'display_collage': True,
'display_image': True,
'guidance_scale': 7,
'height': 400,
'increase_seed_by': 1,
'init_image': None,
'inpaint_strength': 10,
'make_collage': True,
'mask_image': None,
'mode': 'stitch',
'num_images_per_prompt': 2,
'num_inference_steps': 150,
'num_samples': 6,
'save_collage': True,
'save_image': True,
'save_image_config': True,
'seed': None,
'text_prompts': 'a living tiger inside a gorgeous cave in a '
'futuristic Jeju island, relaxing night, '
'watercolour on the ceiling, glowing on glass, '
'light art, dark, dark, gorgeous, dark, bright in '
'an abandoned village in a futuristic alien '
'nightscape',
'width': 800},
'model': {'generate': {'device': 'cuda:6',
'name': 'CompVis/stable-diffusion-v1-4',
'pipeline': 'StableDiffusionPipeline',
'pretrained_model_name_or_path': 'CompVis/stable-diffusion-v1-4',
'revision': 'fp16',
'use_auth_token': True},
'inpaint': {'device': 'cuda:5',
'name': 'runwayml/stable-diffusion-inpainting',
'pipeline': 'StableDiffusionInpaintPipeline',
'pretrained_model_name_or_path': 'runwayml/stable-diffusion-inpainting',
'revision': 'fp16',
'use_auth_token': True}},
'module': {'library_dir': '/content/drive/MyDrive/workspace/projects/ekorpkit-book/disco-imagen/libs',
'modules': None},
'name': 'stable-diffusion',
'path': {'batch_dir': '/content/drive/MyDrive/workspace/projects/ekorpkit-book/disco-imagen/outputs/stable-diffusion/demo',
'batch_name': 'demo',
'cache_dir': '/content/drive/MyDrive/workspace/projects/ekorpkit-book/disco-imagen/cache',
'library_dir': '/content/drive/MyDrive/workspace/projects/ekorpkit-book/disco-imagen/libs',
'model_dir': '/content/drive/MyDrive/workspace/projects/ekorpkit-book/disco-imagen/models',
'name': 'disco-imagen',
'output_dir': '/content/drive/MyDrive/workspace/projects/ekorpkit-book/disco-imagen/outputs/stable-diffusion',
'root': '/content/drive/MyDrive/workspace/projects/ekorpkit-book/disco-imagen',
'tmp_dir': '/content/drive/MyDrive/workspace/projects/ekorpkit-book/disco-imagen/tmp',
'verbose': False},
'verbose': False}
time: 70 ms (started: 2022-11-08 09:58:20 +00:00)